{"id":"W4315816360","doi":"10.2196/43730","title":"The Usability, Feasibility, Acceptability, and Efficacy of Digital Mental Health Services in the COVID-19 Pandemic: Scoping Review, Systematic Review, and Meta-analysis","year":2023,"lang":"en","type":"review","venue":"JMIR Public Health and Surveillance","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":59,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Natural Science Foundation of China","keywords":"Usability; Pandemic; Coronavirus disease 2019 (COVID-19); Meta-analysis; Mental health; 2019-20 coronavirus outbreak; Systematic review; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); MEDLINE; Psychology; Medicine; Internet privacy; Computer science; Psychiatry; Political science; Virology; Human–computer interaction; Disease","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.02665917,0.000683856,0.0088943,0.0003175142,0.0005531852,0.0003972928,0.0009780407,0.0001887379,0.00006969983],"category_scores_gemma":[0.002053941,0.000371188,0.001276338,0.002450193,0.0005540494,0.0002930037,0.0006053153,0.0006128708,0.00001387846],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004666501,"about_ca_system_score_gemma":0.001236573,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004811024,"about_ca_topic_score_gemma":0.005813572,"domain_scores_codex":[0.9823111,0.009055861,0.005498847,0.001362742,0.0007026417,0.00106884],"domain_scores_gemma":[0.9881577,0.00595701,0.002930733,0.001825157,0.0001109584,0.001018398],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000004988237,0.0002348562,0.004065874,0.9759043,0.00364481,9.26607e-7,0.0005340092,7.766295e-9,4.324223e-11,0.00017556,0.0004558685,0.01497883],"study_design_scores_gemma":[0.002724127,0.002545195,0.009925686,0.6612725,0.02760875,0.00126891,0.004779394,0.00000820169,4.217071e-10,0.0008891838,0.2863076,0.002670431],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004507997,0.9476383,0.000003393901,0.02640937,0.0001139627,0.0240858,0.001523294,0.00007015403,0.0001106472],"genre_scores_gemma":[0.00117117,0.9862935,0.000005086805,0.008172498,0.00001747956,0.00369257,0.0004577677,0.00004215925,0.0001477827],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.3146318,"threshold_uncertainty_score":0.999874,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2976214709264464,"score_gpt":0.5295461712734519,"score_spread":0.2319247003470056,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}